Shen Yinchen, Wang Hanying, Fang Junwei, Liu Kun, Xu Xun
Department of Ophthalmology, Shanghai General Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200080, PR China.
National Clinical Research Center for Eye Diseases, Shanghai 200080, PR China.
Heliyon. 2023 Mar 31;9(4):e15123. doi: 10.1016/j.heliyon.2023.e15123. eCollection 2023 Apr.
Retinal hard exudates (HEs) result from lipoproteins leaking from capillaries into extracellular retinal space, and are related to decreased visual acuity in diabetic retinopathy (DR). This study aims to identify differential serum lipids and metabolites associated with HEs.
A cross-sectional study was conducted Jul 2017 ∼ Mar 2021. We assessed the amount of HEs using standard ETDRS photographs for comparison. HEs severity was rated as "no or questionable", "moderate" or "severe". Serum samples were processed via high coverage pseudotargeted lipidomics analysis, and untargeted liquid chromatography coupled with time-of-flight mass spectrometry for metabolomics study, respectively. Weighted gene co-expression network analyses, partial least squares-discriminant analysis, and multi-receiver operating characteristic analysis were applied.
A total of 167 patients were included. Discovery group: 116 eyes (116 patients). Validation group: 51 eyes (51 patients). 888 lipids were detected and divided into 18 modules (MEs), ME1 ∼ ME18. Lipids in ME1 significantly increased in patients with HEs in DR (NPDR and PDR combined), NPDR, and PDR, respectively. ME1 enriched to triglycerides (29%), ceramides (17%), and -acylethanolamines (15%). A combined model of 20 lipids was the best to discriminate HEs, area under curve = 0.804, 95% confidence interval = 0.674-0.916. For metabolomics analysis, 19 metabolites and 13 pathways associated with HEs were identified. Taurine and hypotaurine metabolism, cysteine and methionine metabolism were closely related to HEs ( < 0.01).
The lipids and metabolites identified may serve as prediction biomarkers in the early stage of HEs in DR.
视网膜硬性渗出(HEs)是脂蛋白从毛细血管渗漏到视网膜细胞外间隙所致,与糖尿病视网膜病变(DR)患者视力下降有关。本研究旨在确定与HEs相关的差异血脂和代谢物。
进行了一项横断面研究,时间为2017年7月至2021年3月。我们使用标准的ETDRS照片评估HEs的数量以进行比较。HEs严重程度分为“无或可疑”、“中度”或“重度”。血清样本分别通过高覆盖伪靶向脂质组学分析以及非靶向液相色谱-飞行时间质谱进行代谢组学研究。应用加权基因共表达网络分析、偏最小二乘判别分析和多受试者工作特征分析。
共纳入167例患者。发现组:116只眼(116例患者)。验证组:51只眼(51例患者)。检测到888种脂质并分为18个模块(MEs),即ME1至ME18。ME1中的脂质在DR(NPDR和PDR合并)、NPDR和PDR的HEs患者中分别显著增加。ME1富含甘油三酯(29%)、神经酰胺(17%)和酰基乙醇胺(15%)。一个由20种脂质组成的联合模型对HEs的鉴别效果最佳,曲线下面积=0.804,95%置信区间=0.674-0.916。对于代谢组学分析,鉴定出19种与HEs相关的代谢物和13条途径。牛磺酸和低牛磺酸代谢、半胱氨酸和甲硫氨酸代谢与HEs密切相关(P<0.01)。
所鉴定的脂质和代谢物可能作为DR中HEs早期阶段的预测生物标志物。